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Gemini 3.7 Flash (high) vs GPT-6 Astra (max)

GPT-6 Astra (max) leads on average score with 9.9 vs 9.8. Gemini 3.7 Flash (high) has the lower benchmark cost at $0.528 vs $5.044. Gemini 3.7 Flash (high) is faster at 15.10s vs 61.63s, with pass rates of 95.7% vs 95.7%.

Last updated at: 2026-10-19

Compared models

Rank
#9
Total Output Tokens
180,100
Response Time (avg)
15.10s
Total Cost
$0.528
Rank
#5
Total Output Tokens
64,616
Response Time (avg)
61.63s
Total Cost
$5.044
Recommended model Gemini 3.7 Flash (high)

Its score stays close to the best score here (9.8 vs 9.9), while costing about 9.6x less than GPT-6 Astra (max).

Detailed comparison

Metric Gemini 3.7 Flash Gemini 3.7 Flash high Release: 2026-08-14 GPT-6 Astra GPT-6 Astra max Release: 2026-09-04
Score 9.8 9.9
Rank #9 #5
Reliability 10.0 9.6
Consistency 9.3 10.0
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 95.7% 95.7%
Flaky tests 2 0
Total Runs 69 69
Cost per result 2.513 22.923
Total Cost $0.528 $5.044
Input Price $0.750 / 1M $10.000 / 1M
Output Price $3.750 / 1M $50.000 / 1M
Cache Read Price $0.075 / 1M $1.000 / 1M
Cache Write Price $0.042 / 1M $12.500 / 1M
Total Input Tokens 233,400 181,223
Output Tokens 6,922 5,707
Reasoning Tokens 173,178 58,909
Response Time (avg) 15.10s 61.63s
Response Time (max) 91.63s 960.01s
Response Time (total) 347.23s 1417.51s
Parameters ~500B total (~20B active) ~2T total (~150B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#9 Gemini 3.7 Flash

high
Cost
$0.039
Time
100.5s
Tokens
20,824 tok

#5 GPT-6 Astra

max
Reached the allocated time limit (600 seconds) without receiving showcase output.
Cost
$0.000
Time
600.0s
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.7 Flash 10.0 10.0 100.0% 0 13.55s 8,118 460 26,859
GPT-6 Astra 10.0 10.0 100.0% 0 14.64s 7,302 395 8,298

Quick Compare

Switch Comparison Pair

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